Article

Different learning algorithms achieve shared optimal outcomes in humans, rats, and mice

2023-01-31

Abstract excerpt

Animals must exploit environmental regularities to make adaptive decisions, yet the learning algorithms that enabels this flexibility remain unclear. A central question across neuroscience, cognitive science, and machine learning, is whether learning relies on generative or discriminative strategies. Generative learners build internal models the sensory world itself, capturing its statistical structure; discrimina...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 4f9a794c-8cdb-59c8-9f69-1bfb8cad6904
DOI: 10.1101/2023.01.30.526119

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Different learning algorithms achieve shared optimal outcomes in humans, rats, and miceDOI 10.1101/2023.01.30.526119Read

Tracking the contribution of inductive bias to individualized internal modelsSemantic proximity Read

Environmental dynamics shape human learning: change points versus random walksSemantic proximity Read

The hippocampus enables abstract structure learning without rewardSemantic proximity Read

A mixture of generative models strategy helps humans generalize across tasksSemantic proximity Read

How Humans Restructure Predictive Models: Context-Tree Dynamics in Sequential LearningSemantic proximity Read

Stimulus uncertainty and relative reward rates determine adaptive responding in perceptual decision-makingSemantic proximity Read

Adaptive learning via surprise gated attractor switchingSemantic proximity Read

Unifying principles of generalization: past, present, and futureSemantic proximity Read

Towards re-unifying the theoretical perspectives on conditioning, category learning, probability learning and economic decisions from experience.Semantic proximity Read

Cluster-Based Inference for Memory-Based CognitionSemantic proximity Read

Bimodal inference in humans and miceSemantic proximity Read

Towards a unifying theory of generalizationSemantic proximity Read